Surplus

Onchain inference, priced like a surplus. One API key → every LLM, paid in USDG on Robinhood Chain.

0xe1838f0dff03a9327dea87b2a2285850791297ec

[Surplus @SurplusRH]

Before you ask what Surplus is, here's the full picture: what it does, where the discount comes from, and what's live versus planned.

A 5-minute read. https://t.co/Mkc7iVcXxk

[Surplus @SurplusRH]

Inference as a commodity.

Every agent on your list runs on it, and today it's bought at whatever the lab lists. Tokenize it, put it on an order book, settle it in stablecoins, and compute gets a market price.

That's the infra we're building with Surplus on Robinhood Chain.

[Miles Deutscher @milesdeutscher]

The biggest opportunities in crypto this cycle (my take - shortlist):

• Agentic trading (obvious bet)
• Crypto x AI (infra, payments, data, identity)
• Tokenisation
• Collectibles
• Prediction markets (still huge PMF)
• Stablecoin rails
• Social trading (another obvious one)
• Privacy

What am I missing?

[Surplus @SurplusRH]

@OkxyA77615 with our launchpad coming every 10% creator fee from agent will buyback and burn our tokens

[Surplus @SurplusRH]

Fine-tuned an open model but can't afford to host it?

The Surplus LLM launchpad is for you. Launch a token for it, and trading fees pay for its GPU.

Building now. Reply with your Hugging Face repo to be in the first launches.

[Surplus @SurplusRH]

@AnthropicAI Good move. Powerful cyber capability should sit behind verification, not behind a credit card.

[Surplus @SurplusRH]

Last week a bank got hit by an AI agent. This week the labs are opening verified access for the defenders.

That's the right split. Offensive work belongs behind verification.

For the everyday side, like code review, log triage and writing detections, Opus 5.5 and Sonnet 5.5 run on Surplus below list, with the provider's own safeguards untouched.

[Anthropic @AnthropicAI]

We’re expanding our Cyber Verification Program to give security professionals broader access to our most capable models.

Through this program, verified security professionals can access Claude Mythos 5.1, Opus 5.5, and Sonnet 5.5 with safeguards designed for defensive work.

We’re also opening up new tiers to allow for authorized offensive work, like penetration testing and red-teaming.

https://t.co/blaJtvxhJh

[Surplus @SurplusRH]

70M+ $Surplus staked. 7.10% of supply, across 11 wallets.

Every staker shares 100 CREDIT an hour. Use it for inference, or sell it on the book for USDG.

Still early. Every number is onchain.

https://t.co/v4WzagivcQ

Not financial advice. DYOR.

[Surplus @SurplusRH]

100M tokens processed on Surplus.

Same models. Same API. One key.

At list price, those tokens would cost $2,400.

With CREDIT: $1,320.

That's $1,080 saved on the exact same inference.

$Surplus stakers get access to CREDIT discounts.

More inference. Less cost.

That's the math.

[Surplus @SurplusRH]

AI agents are now part of the attack surface, not just the toolkit.

Every team running AI should be able to answer two questions: which model is actually answering, and where do the prompts end up?

On Surplus, you name the model and the response carries the provider's own model id. Prompts go only to zero-data-retention endpoints and are never stored.

[The Wall Street Journal @WSJ]

Hackers used a Chinese AI agent to attack South Korea’s biggest banks—one of the first such AI-powered intrusions into the global financial system https://t.co/9nRHXjXdGc

[Surplus @SurplusRH]

On the Surplus LLM launchpad you launch from your own wallet.

You sign the launch on Pons, so the chain records you as the deployer, not us.

We only add the rules: a verified Hugging Face model, and a fee contract that funds its hosting.

[Surplus @SurplusRH]

Every model launched on Surplus will feed $SURPLUS.

Each trade pays creator fees. 10% of them buy $Surplus on market and send it to the burn address.

More models, more trading, less $SURPLUS on the market.

[Surplus @SurplusRH]

Where creator fees will go on the Surplus LLM launchpad:

60% → a hosting vault that keeps your model's GPU running
30% → you, the builder
10% → buys $Surplus on market and burns it

Set in the fee contract, so the launcher can't redirect it.

[Surplus @SurplusRH]

On most launchpads, graduation means a pool.

On Surplus, it also means your model goes live.

Bond on Pons → graduate at 4.2 ETH → we deploy your Hugging Face model → anyone can call it through the Surplus API, paid in CREDIT.

[Surplus @SurplusRH]

"they don't cost anything besides the compute needed to run them."
— Dario Amodei, on open-weight models

Weights are free. Serving them isn't.

We're building the Surplus launchpad for open-weight models: pair a token with CREDIT, and its share of LP fees pays for the inference that keeps the model running.

Coming soon on Robinhood Chain.

[Anthropic @AnthropicAI]

There’s been a lot of speculation about where we stand on open-weights models. We’ve outlined our views in full here: https://t.co/NtXQuWm2g5

[Surplus @SurplusRH]

Most launchpads ask for a ticker and a logo.

The Surplus LLM launchpad asks for a model.

Your own LLM on @huggingface, verified as yours, pinned to the exact commit you launch with.

That commit is what we serve. It can't be swapped later.

[Surplus @SurplusRH]

Coming to Surplus: the LLM launchpad powered by @ponsdotfamily

Launch a token for your own model. If it graduates, we host it and serve it through the Surplus API, paid in CREDIT.

People should list their model on @huggingface before launch.

Once gradauted from our launchpad your model will be automated hosted and can be used by everyone

[Surplus @SurplusRH]

2.7K CREDIT circulating: minted to stakers, minus what's been burned.

Activating CREDIT burns it. Inference that gets used leaves the supply instead of circling back to the book.

[Surplus @SurplusRH]

$433.16. That's what a buyer saves against face value by taking the whole book right now.

Builders and agents pay in USDG, then activate the CREDIT straight into API balance.

[Surplus @SurplusRH]

2.38K CREDIT listed on the book, up to 30% off.

Stakers who don't need the inference sell it at the discount they choose. Buyers take the deepest level first.

[Surplus @SurplusRH]

Stake 1M $Surplus today and your share is 42.43 CREDIT a day.

That number shrinks as more people stake. What it's worth in dollars depends on buyer demand on the book.

https://t.co/wQdPCFepoa

[Surplus @SurplusRH]

100 CREDIT per hour. 2,400 a day, shared by every staker.

It's a set number, not a reward that grows with TVL. More stake means a smaller share each, so the yield has to come from buyers.

[Surplus @SurplusRH]

The $Surplus flywheel, now live:

Stake SURPLUS → earn CREDIT every hour List what you don't use → buyers get inference below face value Every fill pays you in USDG

More buyers, more dollars per staked SURPLUS.

https://t.co/wQdPCFeXdI